A Mixed Diet Makes DINO An Omnivorous Vision Encoder

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References (49)

[1]
Multi-Modal Contrastive Masked Autoencoders: A Two-Stage Progressive Pre-training Approach for RGBD Datasets
2025Muhammad Abdullah Jamal, O. Mohareri
[2]
Spatial-aware multi-modal contrastive learning for RGB-D salient object detection and beyond
2025Hao Chen, Zichao Chen et al.
[3]
Revisiting Cross-Modal Knowledge Distillation: A Disentanglement Approach for RGBD Semantic Segmentation
2025Roger Ferrod, C. Dantas et al.
[4]
TIPS: Text-Image Pretraining with Spatial Awareness
2024Kevis-Kokitsi Maninis, Kaifeng Chen et al.
[5]
MA-AVT: Modality Alignment for Parameter-Efficient Audio-Visual Transformers
2024Tanvir Mahmud, Shentong Mo et al.
[6]
Probing the 3D Awareness of Visual Foundation Models
2024Mohamed El Banani, Amit Raj et al.
[7]
Towards Unified Representation of Invariant-Specific Features in Missing Modality Face Anti-spoofing
2024Guanghao Zheng, Yuchen Liu et al.
[8]
Unified-IO 2: Scaling Autoregressive Multimodal Models with Vision, Language, Audio, and Action
2023Jiasen Lu, Christopher Clark et al.
[9]
PACE: A Large-Scale Dataset with Pose Annotations in Cluttered Environments
2023Yang You, Kai Xiong et al.
[10]
PointOdyssey: A Large-Scale Synthetic Dataset for Long-Term Point Tracking
2023Yang Zheng, Adam W. Harley et al.
[11]
NAVI: Category-Agnostic Image Collections with High-Quality 3D Shape and Pose Annotations
2023V. Jampani, Kevis-Kokitsi Maninis et al.
[12]
ImageBind One Embedding Space to Bind Them All
2023Rohit Girdhar, Alaaeldin El-Nouby et al.
[13]
DynamicStereo: Consistent Dynamic Depth from Stereo Videos
2023Nikita Karaev, Ignacio Rocco et al.
[14]
DINOv2: Learning Robust Visual Features without Supervision
2023M. Oquab, Timothée Darcet et al.
[15]
Mask3D: Pretraining 2D Vision Transformers by Learning Masked 3D Priors
2023Ji Hou, Xiaoliang Dai et al.
[16]
CoMAE: Single Model Hybrid Pre-training on Small-Scale RGB-D Datasets
2023Jiang Yang, Sheng Guo et al.
[17]
Uni-Perceiver v2: A Generalist Model for Large-Scale Vision and Vision-Language Tasks
2022Hao Li, Jinguo Zhu et al.
[18]
CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-Training
2022Tianyu Huang, Bowen Dong et al.
[19]
Cross-Modal Knowledge Transfer Without Task-Relevant Source Data
2022Sk. Miraj Ahmed, Suhas Lohit et al.
[20]
A Closer Look at Invariances in Self-supervised Pre-training for 3D Vision
2022Lanxiao Li, M. Heizmann

Showing 20 of 49 references

Founder's Pitch

"Develop an omnivorous vision encoder that aligns multimodal features for robust cross-modal understanding."

Cross-Modal LearningScore: 5View PDF ↗

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2.5

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2/4 signals

5

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1/4 signals

2.5

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